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Tabular Data Generation

Generation of the tabular data using generative models

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 73 papers

Title	Date	Tasks	Status	Hype
Unmasking Trees for Tabular Data	Jul 8, 2024	Density EstimationImputation	CodeCode Available	1
Generating Realistic Tabular Data with Large Language Models	Oct 29, 2024	Tabular Data Generation	—Unverified	0
Assessing Generative Models for Structured Data	Mar 26, 2025	Synthetic Data GenerationTabular Data Generation	—Unverified	0
HARMONIC: Harnessing LLMs for Tabular Data Synthesis and Privacy Protection	Aug 6, 2024	Privacy PreservingSynthetic Data Generation	—Unverified	0
Comparing Synthetic Tabular Data Generation Between a Probabilistic Model and a Deep Learning Model for Education Use Cases	Oct 16, 2022	Deep LearningGenerative Adversarial Network	—Unverified	0
DP-TBART: A Transformer-based Autoregressive Model for Differentially Private Tabular Data Generation	Jul 19, 2023	Deep LearningTabular Data Generation	—Unverified	0
Composable Generative Models	Feb 18, 2021	ImputationPrivacy Preserving	—Unverified	0
Causal-TGAN: Causally-Aware Synthetic Tabular Data Generative Adversarial Network	Sep 29, 2021	Generative Adversarial NetworkImage Generation	—Unverified	0
A self-attention-based differentially private tabular GAN with high data utility	Dec 20, 2023	Generative Adversarial NetworkImage Generation	—Unverified	0
High-Quality Tabular Data Generation using Post-Selected VAE	Jul 17, 2024	Tabular Data Generation	—Unverified	0

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All datasets Adult Census Income California Housing Prices Diabetes HELOC SICK Travel

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Binary Diffusion	DT Accuracy	85.27	—	Unverified
2	GReaT	DT Accuracy	84.81	—	Unverified
3	Distill-GReaT	DT Accuracy	84.49	—	Unverified
4	TVAE	DT Accuracy	82.8	—	Unverified
5	CTGAN	DT Accuracy	81.32	—	Unverified
6	CopulaGAN	DT Accuracy	76.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GReaT	Parameters(M)	355	—	Unverified
2	Distill-GReaT	Parameters(M)	82	—	Unverified
3	Binary Diffusion	Parameters(M)	1.5	—	Unverified
4	CopulaGAN	Parameters(M)	0.2	—	Unverified
5	CTGAN	Parameters(M)	0.2	—	Unverified
6	TVAE	Parameters(M)	0.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Binary Diffusion	DT Accuracy	0.57	—	Unverified
2	GReaT	DT Accuracy	0.55	—	Unverified
3	Distill-GReaT	DT Accuracy	0.54	—	Unverified
4	TVAE	DT Accuracy	0.53	—	Unverified
5	CTGAN	DT Accuracy	0.5	—	Unverified
6	CopulaGAN	DT Accuracy	0.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Distill-GReaT	DT Accuracy	81.4	—	Unverified
2	GReaT	DT Accuracy	79.1	—	Unverified
3	TVAE	DT Accuracy	76.39	—	Unverified
4	Binary Diffusion	DT Accuracy	70.25	—	Unverified
5	CTGAN	DT Accuracy	61.34	—	Unverified
6	CopulaGAN	DT Accuracy	42.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GReaT	DT Accuracy	97.72	—	Unverified
2	Binary Diffusion	DT Accuracy	97.07	—	Unverified
3	Distill-GReaT	DT Accuracy	95.39	—	Unverified
4	TVAE	DT Accuracy	95.39	—	Unverified
5	CopulaGAN	DT Accuracy	93.77	—	Unverified
6	CTGAN	DT Accuracy	92.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Binary Diffusion	DT Accuracy	88.9	—	Unverified
2	GReaT	DT Accuracy	83.56	—	Unverified
3	TVAE	DT Accuracy	81.68	—	Unverified
4	Distill-GReaT	DT Accuracy	77.38	—	Unverified
5	CopulaGAN	DT Accuracy	73.61	—	Unverified
6	CTGAN	DT Accuracy	73.3	—	Unverified